Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 26916 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.3 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Categorical | 10 |
|---|---|
| Numeric | 10 |
| Boolean | 1 |
pdays is highly correlated with previous | High correlation |
previous is highly correlated with pdays and 1 other fields | High correlation |
emp.var.rate is highly correlated with cons.price.idx and 2 other fields | High correlation |
cons.price.idx is highly correlated with emp.var.rate and 1 other fields | High correlation |
euribor3m is highly correlated with emp.var.rate and 2 other fields | High correlation |
nr.employed is highly correlated with previous and 2 other fields | High correlation |
pdays is highly correlated with previous | High correlation |
previous is highly correlated with pdays | High correlation |
emp.var.rate is highly correlated with cons.price.idx and 2 other fields | High correlation |
cons.price.idx is highly correlated with emp.var.rate | High correlation |
euribor3m is highly correlated with emp.var.rate and 1 other fields | High correlation |
nr.employed is highly correlated with emp.var.rate and 1 other fields | High correlation |
age is highly correlated with pdays and 1 other fields | High correlation |
duration is highly correlated with pdays and 1 other fields | High correlation |
campaign is highly correlated with pdays and 1 other fields | High correlation |
pdays is highly correlated with age and 3 other fields | High correlation |
previous is highly correlated with age and 3 other fields | High correlation |
emp.var.rate is highly correlated with euribor3m | High correlation |
euribor3m is highly correlated with emp.var.rate | High correlation |
loan is highly correlated with housing | High correlation |
cons.conf.idx is highly correlated with cons.price.idx and 7 other fields | High correlation |
cons.price.idx is highly correlated with cons.conf.idx and 6 other fields | High correlation |
euribor3m is highly correlated with cons.conf.idx and 5 other fields | High correlation |
poutcome is highly correlated with cons.conf.idx and 6 other fields | High correlation |
month is highly correlated with cons.conf.idx and 5 other fields | High correlation |
subcribed is highly correlated with cons.conf.idx and 1 other fields | High correlation |
contact is highly correlated with cons.price.idx and 3 other fields | High correlation |
job is highly correlated with education and 1 other fields | High correlation |
education is highly correlated with job | High correlation |
nr.employed is highly correlated with cons.conf.idx and 8 other fields | High correlation |
pdays is highly correlated with cons.conf.idx and 3 other fields | High correlation |
age is highly correlated with job | High correlation |
housing is highly correlated with loan | High correlation |
previous is highly correlated with poutcome and 1 other fields | High correlation |
emp.var.rate is highly correlated with cons.conf.idx and 6 other fields | High correlation |
contact is highly correlated with month | High correlation |
loan is highly correlated with housing | High correlation |
housing is highly correlated with loan | High correlation |
month is highly correlated with contact | High correlation |
previous has 23042 (85.6%) zeros | Zeros |
Reproduction
| Analysis started | 2021-08-08 16:12:37.742619 |
|---|---|
| Analysis finished | 2021-08-08 16:13:22.808811 |
| Duration | 45.07 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| university.degree | |
|---|---|
| high.school | |
| professional.course |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 15.26898499 |
| Min length | 11 |
Characters and Unicode
| Total characters | 410980 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | high.school |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | professional.course |
| 5th row | professional.course |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 12164 | |
| high.school | 9512 | |
| professional.course | 5240 |
Length
Pie chart
| Value | Count | Frequency (%) |
| university.degree | 12164 | |
| high.school | 9512 | |
| professional.course | 5240 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 59136 | |
| i | 39080 | |
| s | 37396 | 9.1% |
| r | 34808 | 8.5% |
| o | 34744 | 8.5% |
| h | 28536 | 6.9% |
| . | 26916 | 6.5% |
| g | 21676 | 5.3% |
| n | 17404 | 4.2% |
| u | 17404 | 4.2% |
| Other values (9) | 93880 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 384064 | |
| Other Punctuation | 26916 | 6.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 59136 | |
| i | 39080 | |
| s | 37396 | |
| r | 34808 | |
| o | 34744 | |
| h | 28536 | 7.4% |
| g | 21676 | 5.6% |
| n | 17404 | 4.5% |
| u | 17404 | 4.5% |
| c | 14752 | 3.8% |
| Other values (8) | 79128 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 26916 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 384064 | |
| Common | 26916 | 6.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 59136 | |
| i | 39080 | |
| s | 37396 | |
| r | 34808 | |
| o | 34744 | |
| h | 28536 | 7.4% |
| g | 21676 | 5.6% |
| n | 17404 | 4.5% |
| u | 17404 | 4.5% |
| c | 14752 | 3.8% |
| Other values (8) | 79128 |
Common
| Value | Count | Frequency (%) |
| . | 26916 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 410980 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 59136 | |
| i | 39080 | |
| s | 37396 | 9.1% |
| r | 34808 | 8.5% |
| o | 34744 | 8.5% |
| h | 28536 | 6.9% |
| . | 26916 | 6.5% |
| g | 21676 | 5.3% |
| n | 17404 | 4.2% |
| u | 17404 | 4.2% |
| Other values (9) | 93880 |
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.80067618 |
| Minimum | 18 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 31 |
| median | 37 |
| Q3 | 45 |
| 95-th percentile | 57 |
| Maximum | 91 |
| Range | 73 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 9.732536154 |
|---|---|
| Coefficient of variation (CV) | 0.2508341893 |
| Kurtosis | 0.3457418685 |
| Mean | 38.80067618 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7731945695 |
| Sum | 1044359 |
| Variance | 94.72225999 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 1466 | 5.4% |
| 32 | 1435 | 5.3% |
| 33 | 1376 | 5.1% |
| 30 | 1330 | 4.9% |
| 34 | 1276 | 4.7% |
| 35 | 1262 | 4.7% |
| 36 | 1207 | 4.5% |
| 29 | 1149 | 4.3% |
| 37 | 1092 | 4.1% |
| 39 | 922 | 3.4% |
| Other values (61) | 14401 |
| Value | Count | Frequency (%) |
| 18 | 5 | < 0.1% |
| 19 | 4 | < 0.1% |
| 20 | 37 | 0.1% |
| 21 | 64 | 0.2% |
| 22 | 82 | 0.3% |
| 23 | 159 | 0.6% |
| 24 | 331 | |
| 25 | 423 | |
| 26 | 504 | |
| 27 | 611 |
| Value | Count | Frequency (%) |
| 91 | 2 | < 0.1% |
| 88 | 2 | < 0.1% |
| 86 | 1 | < 0.1% |
| 85 | 2 | < 0.1% |
| 84 | 1 | < 0.1% |
| 83 | 5 | |
| 82 | 7 | |
| 81 | 5 | |
| 80 | 5 | |
| 79 | 3 |
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| admin. | |
|---|---|
| technician | |
| services | |
| management | |
| blue-collar | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.434351315 |
| Min length | 6 |
Characters and Unicode
| Total characters | 227019 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | services |
|---|---|
| 2nd row | services |
| 3rd row | services |
| 4th row | admin. |
| 5th row | technician |
Common Values
| Value | Count | Frequency (%) |
| admin. | 9442 | |
| technician | 5998 | |
| services | 3071 | 11.4% |
| management | 2450 | 9.1% |
| blue-collar | 1425 | 5.3% |
| self-employed | 1051 | 3.9% |
| entrepreneur | 979 | 3.6% |
| retired | 801 | 3.0% |
| unemployed | 663 | 2.5% |
| student | 570 | 2.1% |
| Other values (2) | 466 | 1.7% |
Length
| Value | Count | Frequency (%) |
| admin | 9442 | |
| technician | 5998 | |
| services | 3071 | 11.4% |
| management | 2450 | 9.1% |
| blue-collar | 1425 | 5.3% |
| self-employed | 1051 | 3.9% |
| entrepreneur | 979 | 3.6% |
| retired | 801 | 3.0% |
| unemployed | 663 | 2.5% |
| student | 570 | 2.1% |
| Other values (2) | 466 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 29811 | |
| e | 29404 | |
| i | 25682 | |
| a | 22137 | |
| c | 16492 | 7.3% |
| m | 16428 | 7.2% |
| d | 12899 | 5.7% |
| t | 11368 | 5.0% |
| . | 9442 | 4.2% |
| r | 9035 | 4.0% |
| Other values (14) | 44321 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 215101 | |
| Other Punctuation | 9442 | 4.2% |
| Dash Punctuation | 2476 | 1.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 29811 | |
| e | 29404 | |
| i | 25682 | |
| a | 22137 | |
| c | 16492 | |
| m | 16428 | |
| d | 12899 | 6.0% |
| t | 11368 | 5.3% |
| r | 9035 | 4.2% |
| s | 8135 | 3.8% |
| Other values (12) | 33710 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 9442 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2476 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 215101 | |
| Common | 11918 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 29811 | |
| e | 29404 | |
| i | 25682 | |
| a | 22137 | |
| c | 16492 | |
| m | 16428 | |
| d | 12899 | 6.0% |
| t | 11368 | 5.3% |
| r | 9035 | 4.2% |
| s | 8135 | 3.8% |
| Other values (12) | 33710 |
Common
| Value | Count | Frequency (%) |
| . | 9442 | |
| - | 2476 | 20.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 227019 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 29811 | |
| e | 29404 | |
| i | 25682 | |
| a | 22137 | |
| c | 16492 | 7.3% |
| m | 16428 | 7.2% |
| d | 12899 | 5.7% |
| t | 11368 | 5.0% |
| . | 9442 | 4.2% |
| r | 9035 | 4.0% |
| Other values (14) | 44321 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 51 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.784886313 |
| Min length | 6 |
Characters and Unicode
| Total characters | 182622 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | married |
| 5th row | single |
Common Values
| Value | Count | Frequency (%) |
| married | 14703 | |
| single | 8976 | |
| divorced | 3186 | 11.8% |
| unknown | 51 | 0.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| married | 14703 | |
| single | 8976 | |
| divorced | 3186 | 11.8% |
| unknown | 51 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 32592 | |
| i | 26865 | |
| e | 26865 | |
| d | 21075 | |
| m | 14703 | |
| a | 14703 | |
| n | 9129 | 5.0% |
| s | 8976 | 4.9% |
| g | 8976 | 4.9% |
| l | 8976 | 4.9% |
| Other values (6) | 9762 | 5.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 182622 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 32592 | |
| i | 26865 | |
| e | 26865 | |
| d | 21075 | |
| m | 14703 | |
| a | 14703 | |
| n | 9129 | 5.0% |
| s | 8976 | 4.9% |
| g | 8976 | 4.9% |
| l | 8976 | 4.9% |
| Other values (6) | 9762 | 5.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 182622 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 32592 | |
| i | 26865 | |
| e | 26865 | |
| d | 21075 | |
| m | 14703 | |
| a | 14703 | |
| n | 9129 | 5.0% |
| s | 8976 | 4.9% |
| g | 8976 | 4.9% |
| l | 8976 | 4.9% |
| Other values (6) | 9762 | 5.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 182622 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 32592 | |
| i | 26865 | |
| e | 26865 | |
| d | 21075 | |
| m | 14703 | |
| a | 14703 | |
| n | 9129 | 5.0% |
| s | 8976 | 4.9% |
| g | 8976 | 4.9% |
| l | 8976 | 4.9% |
| Other values (6) | 9762 | 5.3% |
default
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| no | |
|---|---|
| unknown | |
| yes | 3 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.717900134 |
| Min length | 2 |
Characters and Unicode
| Total characters | 73155 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | unknown |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 23049 | |
| unknown | 3864 | 14.4% |
| yes | 3 | < 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 23049 | |
| unknown | 3864 | 14.4% |
| yes | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 34641 | |
| o | 26913 | |
| u | 3864 | 5.3% |
| k | 3864 | 5.3% |
| w | 3864 | 5.3% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 73155 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 34641 | |
| o | 26913 | |
| u | 3864 | 5.3% |
| k | 3864 | 5.3% |
| w | 3864 | 5.3% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73155 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 34641 | |
| o | 26913 | |
| u | 3864 | 5.3% |
| k | 3864 | 5.3% |
| w | 3864 | 5.3% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73155 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 34641 | |
| o | 26913 | |
| u | 3864 | 5.3% |
| k | 3864 | 5.3% |
| w | 3864 | 5.3% |
| y | 3 | < 0.1% |
| e | 3 | < 0.1% |
| s | 3 | < 0.1% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| yes | |
|---|---|
| no | |
| unknown | 622 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.645675435 |
| Min length | 2 |
Characters and Unicode
| Total characters | 71211 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | yes |
| 3rd row | no |
| 4th row | no |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 14269 | |
| no | 12025 | |
| unknown | 622 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| yes | 14269 | |
| no | 12025 | |
| unknown | 622 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| y | 14269 | |
| e | 14269 | |
| s | 14269 | |
| n | 13891 | |
| o | 12647 | |
| u | 622 | 0.9% |
| k | 622 | 0.9% |
| w | 622 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 71211 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 14269 | |
| e | 14269 | |
| s | 14269 | |
| n | 13891 | |
| o | 12647 | |
| u | 622 | 0.9% |
| k | 622 | 0.9% |
| w | 622 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 71211 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| y | 14269 | |
| e | 14269 | |
| s | 14269 | |
| n | 13891 | |
| o | 12647 | |
| u | 622 | 0.9% |
| k | 622 | 0.9% |
| w | 622 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 71211 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| y | 14269 | |
| e | 14269 | |
| s | 14269 | |
| n | 13891 | |
| o | 12647 | |
| u | 622 | 0.9% |
| k | 622 | 0.9% |
| w | 622 | 0.9% |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| no | |
|---|---|
| yes | |
| unknown | 622 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.270322485 |
| Min length | 2 |
Characters and Unicode
| Total characters | 61108 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | yes |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 22128 | |
| yes | 4166 | 15.5% |
| unknown | 622 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| no | 22128 | |
| yes | 4166 | 15.5% |
| unknown | 622 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 23994 | |
| o | 22750 | |
| y | 4166 | 6.8% |
| e | 4166 | 6.8% |
| s | 4166 | 6.8% |
| u | 622 | 1.0% |
| k | 622 | 1.0% |
| w | 622 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 61108 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 23994 | |
| o | 22750 | |
| y | 4166 | 6.8% |
| e | 4166 | 6.8% |
| s | 4166 | 6.8% |
| u | 622 | 1.0% |
| k | 622 | 1.0% |
| w | 622 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 61108 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 23994 | |
| o | 22750 | |
| y | 4166 | 6.8% |
| e | 4166 | 6.8% |
| s | 4166 | 6.8% |
| u | 622 | 1.0% |
| k | 622 | 1.0% |
| w | 622 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 61108 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 23994 | |
| o | 22750 | |
| y | 4166 | 6.8% |
| e | 4166 | 6.8% |
| s | 4166 | 6.8% |
| u | 622 | 1.0% |
| k | 622 | 1.0% |
| w | 622 | 1.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.329246545 |
| Min length | 8 |
Characters and Unicode
| Total characters | 224190 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | telephone |
|---|---|
| 2nd row | telephone |
| 3rd row | telephone |
| 4th row | telephone |
| 5th row | telephone |
Common Values
| Value | Count | Frequency (%) |
| cellular | 18054 | |
| telephone | 8862 |
Length
Pie chart
| Value | Count | Frequency (%) |
| cellular | 18054 | |
| telephone | 8862 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 63024 | |
| e | 44640 | |
| c | 18054 | 8.1% |
| u | 18054 | 8.1% |
| a | 18054 | 8.1% |
| r | 18054 | 8.1% |
| t | 8862 | 4.0% |
| p | 8862 | 4.0% |
| h | 8862 | 4.0% |
| o | 8862 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 224190 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 63024 | |
| e | 44640 | |
| c | 18054 | 8.1% |
| u | 18054 | 8.1% |
| a | 18054 | 8.1% |
| r | 18054 | 8.1% |
| t | 8862 | 4.0% |
| p | 8862 | 4.0% |
| h | 8862 | 4.0% |
| o | 8862 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 224190 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 63024 | |
| e | 44640 | |
| c | 18054 | 8.1% |
| u | 18054 | 8.1% |
| a | 18054 | 8.1% |
| r | 18054 | 8.1% |
| t | 8862 | 4.0% |
| p | 8862 | 4.0% |
| h | 8862 | 4.0% |
| o | 8862 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 224190 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 63024 | |
| e | 44640 | |
| c | 18054 | 8.1% |
| u | 18054 | 8.1% |
| a | 18054 | 8.1% |
| r | 18054 | 8.1% |
| t | 8862 | 4.0% |
| p | 8862 | 4.0% |
| h | 8862 | 4.0% |
| o | 8862 | 4.0% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| may | |
|---|---|
| aug | |
| jul | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 80748 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | may |
|---|---|
| 2nd row | may |
| 3rd row | may |
| 4th row | may |
| 5th row | may |
Common Values
| Value | Count | Frequency (%) |
| may | 8044 | |
| aug | 4951 | |
| jul | 4443 | |
| jun | 3264 | |
| nov | 3000 | 11.1% |
| apr | 1725 | 6.4% |
| oct | 521 | 1.9% |
| sep | 426 | 1.6% |
| mar | 410 | 1.5% |
| dec | 132 | 0.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| may | 8044 | |
| aug | 4951 | |
| jul | 4443 | |
| jun | 3264 | |
| nov | 3000 | 11.1% |
| apr | 1725 | 6.4% |
| oct | 521 | 1.9% |
| sep | 426 | 1.6% |
| mar | 410 | 1.5% |
| dec | 132 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 15130 | |
| u | 12658 | |
| m | 8454 | |
| y | 8044 | |
| j | 7707 | |
| n | 6264 | |
| g | 4951 | 6.1% |
| l | 4443 | 5.5% |
| o | 3521 | 4.4% |
| v | 3000 | 3.7% |
| Other values (7) | 6576 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 80748 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 15130 | |
| u | 12658 | |
| m | 8454 | |
| y | 8044 | |
| j | 7707 | |
| n | 6264 | |
| g | 4951 | 6.1% |
| l | 4443 | 5.5% |
| o | 3521 | 4.4% |
| v | 3000 | 3.7% |
| Other values (7) | 6576 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 80748 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 15130 | |
| u | 12658 | |
| m | 8454 | |
| y | 8044 | |
| j | 7707 | |
| n | 6264 | |
| g | 4951 | 6.1% |
| l | 4443 | 5.5% |
| o | 3521 | 4.4% |
| v | 3000 | 3.7% |
| Other values (7) | 6576 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 80748 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 15130 | |
| u | 12658 | |
| m | 8454 | |
| y | 8044 | |
| j | 7707 | |
| n | 6264 | |
| g | 4951 | 6.1% |
| l | 4443 | 5.5% |
| o | 3521 | 4.4% |
| v | 3000 | 3.7% |
| Other values (7) | 6576 |
day_of_week
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| thu | |
|---|---|
| mon | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 80748 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | mon |
|---|---|
| 2nd row | mon |
| 3rd row | mon |
| 4th row | mon |
| 5th row | mon |
Common Values
| Value | Count | Frequency (%) |
| thu | 5663 | |
| mon | 5659 | |
| tue | 5258 | |
| wed | 5243 | |
| fri | 5093 |
Length
Pie chart
| Value | Count | Frequency (%) |
| thu | 5663 | |
| mon | 5659 | |
| tue | 5258 | |
| wed | 5243 | |
| fri | 5093 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 10921 | |
| u | 10921 | |
| e | 10501 | |
| h | 5663 | |
| m | 5659 | |
| o | 5659 | |
| n | 5659 | |
| w | 5243 | |
| d | 5243 | |
| f | 5093 | |
| Other values (2) | 10186 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 80748 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 10921 | |
| u | 10921 | |
| e | 10501 | |
| h | 5663 | |
| m | 5659 | |
| o | 5659 | |
| n | 5659 | |
| w | 5243 | |
| d | 5243 | |
| f | 5093 | |
| Other values (2) | 10186 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 80748 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 10921 | |
| u | 10921 | |
| e | 10501 | |
| h | 5663 | |
| m | 5659 | |
| o | 5659 | |
| n | 5659 | |
| w | 5243 | |
| d | 5243 | |
| f | 5093 | |
| Other values (2) | 10186 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 80748 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 10921 | |
| u | 10921 | |
| e | 10501 | |
| h | 5663 | |
| m | 5659 | |
| o | 5659 | |
| n | 5659 | |
| w | 5243 | |
| d | 5243 | |
| f | 5093 | |
| Other values (2) | 10186 |
| Distinct | 1396 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 255.8320701 |
| Minimum | 0 |
|---|---|
| Maximum | 4918 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 36 |
| Q1 | 101 |
| median | 177 |
| Q3 | 316 |
| 95-th percentile | 747 |
| Maximum | 4918 |
| Range | 4918 |
| Interquartile range (IQR) | 215 |
Descriptive statistics
| Standard deviation | 259.1917276 |
|---|---|
| Coefficient of variation (CV) | 1.013132276 |
| Kurtosis | 21.5648321 |
| Mean | 255.8320701 |
| Median Absolute Deviation (MAD) | 92 |
| Skewness | 3.352341076 |
| Sum | 6885976 |
| Variance | 67180.35166 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 130 | 0.5% |
| 73 | 116 | 0.4% |
| 72 | 115 | 0.4% |
| 104 | 114 | 0.4% |
| 136 | 114 | 0.4% |
| 124 | 114 | 0.4% |
| 96 | 113 | 0.4% |
| 109 | 109 | 0.4% |
| 87 | 108 | 0.4% |
| 126 | 108 | 0.4% |
| Other values (1386) | 25775 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 9 | < 0.1% |
| 5 | 18 | 0.1% |
| 6 | 32 | |
| 7 | 34 | |
| 8 | 42 | |
| 9 | 52 | |
| 10 | 51 |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 3785 | 1 | |
| 3643 | 1 | |
| 3631 | 1 | |
| 3422 | 1 | |
| 3322 | 1 | |
| 3284 | 1 | |
| 3253 | 1 | |
| 3183 | 1 | |
| 3076 | 1 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.570032694 |
| Minimum | 1 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 56 |
| Range | 55 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.76312996 |
|---|---|
| Coefficient of variation (CV) | 1.075134167 |
| Kurtosis | 38.87088032 |
| Mean | 2.570032694 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.800349514 |
| Sum | 69175 |
| Variance | 7.634887177 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 11537 | |
| 2 | 6896 | |
| 3 | 3453 | 12.8% |
| 4 | 1737 | 6.5% |
| 5 | 1065 | 4.0% |
| 6 | 638 | 2.4% |
| 7 | 408 | 1.5% |
| 8 | 263 | 1.0% |
| 9 | 189 | 0.7% |
| 10 | 152 | 0.6% |
| Other values (31) | 578 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 11537 | |
| 2 | 6896 | |
| 3 | 3453 | 12.8% |
| 4 | 1737 | 6.5% |
| 5 | 1065 | 4.0% |
| 6 | 638 | 2.4% |
| 7 | 408 | 1.5% |
| 8 | 263 | 1.0% |
| 9 | 189 | 0.7% |
| 10 | 152 | 0.6% |
| Value | Count | Frequency (%) |
| 56 | 1 | < 0.1% |
| 43 | 2 | |
| 42 | 1 | < 0.1% |
| 40 | 2 | |
| 39 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 35 | 2 | |
| 34 | 3 | |
| 33 | 4 | |
| 32 | 4 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 957.9719126 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 197.6440734 |
|---|---|
| Coefficient of variation (CV) | 0.2063151025 |
| Kurtosis | 19.25337475 |
| Mean | 957.9719126 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.609941553 |
| Sum | 25784772 |
| Variance | 39063.17974 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 25804 | |
| 3 | 325 | 1.2% |
| 6 | 308 | 1.1% |
| 4 | 91 | 0.3% |
| 2 | 48 | 0.2% |
| 7 | 45 | 0.2% |
| 9 | 40 | 0.1% |
| 12 | 39 | 0.1% |
| 10 | 34 | 0.1% |
| 5 | 32 | 0.1% |
| Other values (15) | 150 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 20 | 0.1% |
| 2 | 48 | 0.2% |
| 3 | 325 | |
| 4 | 91 | 0.3% |
| 5 | 32 | 0.1% |
| 6 | 308 | |
| 7 | 45 | 0.2% |
| 8 | 15 | 0.1% |
| 9 | 40 | 0.1% |
| Value | Count | Frequency (%) |
| 999 | 25804 | |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 22 | 3 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 5 | < 0.1% |
| 17 | 6 | < 0.1% |
| 16 | 6 | < 0.1% |
| 15 | 18 | 0.1% |
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1844627731 |
| Minimum | 0 |
|---|---|
| Maximum | 7 |
| Zeros | 23042 |
| Zeros (%) | 85.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5153105375 |
|---|---|
| Coefficient of variation (CV) | 2.793574709 |
| Kurtosis | 19.55102419 |
| Mean | 0.1844627731 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.775171023 |
| Sum | 4965 |
| Variance | 0.2655449501 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23042 | |
| 1 | 3112 | 11.6% |
| 2 | 529 | 2.0% |
| 3 | 163 | 0.6% |
| 4 | 50 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 23042 | |
| 1 | 3112 | 11.6% |
| 2 | 529 | 2.0% |
| 3 | 163 | 0.6% |
| 4 | 50 | 0.2% |
| 5 | 15 | 0.1% |
| 6 | 4 | < 0.1% |
| 7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 1 | < 0.1% |
| 6 | 4 | < 0.1% |
| 5 | 15 | 0.1% |
| 4 | 50 | 0.2% |
| 3 | 163 | 0.6% |
| 2 | 529 | 2.0% |
| 1 | 3112 | 11.6% |
| 0 | 23042 |
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 210.4 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 1010 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.42428295 |
| Min length | 7 |
Characters and Unicode
| Total characters | 280580 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 23042 | |
| failure | 2864 | 10.6% |
| success | 1010 | 3.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| nonexistent | 23042 | |
| failure | 2864 | 10.6% |
| success | 1010 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 69126 | |
| e | 49958 | |
| t | 46084 | |
| s | 26072 | 9.3% |
| i | 25906 | 9.2% |
| o | 23042 | 8.2% |
| x | 23042 | 8.2% |
| u | 3874 | 1.4% |
| f | 2864 | 1.0% |
| a | 2864 | 1.0% |
| Other values (3) | 7748 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 280580 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 69126 | |
| e | 49958 | |
| t | 46084 | |
| s | 26072 | 9.3% |
| i | 25906 | 9.2% |
| o | 23042 | 8.2% |
| x | 23042 | 8.2% |
| u | 3874 | 1.4% |
| f | 2864 | 1.0% |
| a | 2864 | 1.0% |
| Other values (3) | 7748 | 2.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 280580 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 69126 | |
| e | 49958 | |
| t | 46084 | |
| s | 26072 | 9.3% |
| i | 25906 | 9.2% |
| o | 23042 | 8.2% |
| x | 23042 | 8.2% |
| u | 3874 | 1.4% |
| f | 2864 | 1.0% |
| a | 2864 | 1.0% |
| Other values (3) | 7748 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 280580 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 69126 | |
| e | 49958 | |
| t | 46084 | |
| s | 26072 | 9.3% |
| i | 25906 | 9.2% |
| o | 23042 | 8.2% |
| x | 23042 | 8.2% |
| u | 3874 | 1.4% |
| f | 2864 | 1.0% |
| a | 2864 | 1.0% |
| Other values (3) | 7748 | 2.8% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.03275746768 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 11775 |
| Negative (%) | 43.7% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.593991688 |
|---|---|
| Coefficient of variation (CV) | 48.66040635 |
| Kurtosis | -1.114877951 |
| Mean | 0.03275746768 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.6773075169 |
| Sum | 881.7 |
| Variance | 2.540809502 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1.4 | 10770 | |
| -1.8 | 5808 | |
| 1.1 | 4371 | |
| -0.1 | 2692 | 10.0% |
| -2.9 | 1311 | 4.9% |
| -3.4 | 757 | 2.8% |
| -1.7 | 577 | 2.1% |
| -1.1 | 498 | 1.9% |
| -3 | 125 | 0.5% |
| -0.2 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 757 | 2.8% |
| -3 | 125 | 0.5% |
| -2.9 | 1311 | 4.9% |
| -1.8 | 5808 | |
| -1.7 | 577 | 2.1% |
| -1.1 | 498 | 1.9% |
| -0.2 | 7 | < 0.1% |
| -0.1 | 2692 | 10.0% |
| 1.1 | 4371 | |
| 1.4 | 10770 |
| Value | Count | Frequency (%) |
| 1.4 | 10770 | |
| 1.1 | 4371 | |
| -0.1 | 2692 | 10.0% |
| -0.2 | 7 | < 0.1% |
| -1.1 | 498 | 1.9% |
| -1.7 | 577 | 2.1% |
| -1.8 | 5808 | |
| -2.9 | 1311 | 4.9% |
| -3 | 125 | 0.5% |
| -3.4 | 757 | 2.8% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.54073763 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.649 |
| Q1 | 93.075 |
| median | 93.444 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.5749010311 |
|---|---|
| Coefficient of variation (CV) | 0.00614599634 |
| Kurtosis | -0.7504257313 |
| Mean | 93.54073763 |
| Median Absolute Deviation (MAD) | 0.481 |
| Skewness | -0.1600115773 |
| Sum | 2517742.494 |
| Variance | 0.3305111956 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 93.994 | 4371 | |
| 93.444 | 4194 | |
| 93.918 | 4073 | |
| 92.893 | 3516 | |
| 93.2 | 2637 | |
| 94.465 | 2503 | |
| 93.075 | 1616 | 6.0% |
| 92.201 | 590 | 2.2% |
| 92.963 | 574 | 2.1% |
| 92.431 | 307 | 1.1% |
| Other values (16) | 2535 |
| Value | Count | Frequency (%) |
| 92.201 | 590 | 2.2% |
| 92.379 | 188 | 0.7% |
| 92.431 | 307 | 1.1% |
| 92.469 | 147 | 0.5% |
| 92.649 | 262 | 1.0% |
| 92.713 | 125 | 0.5% |
| 92.756 | 7 | < 0.1% |
| 92.843 | 212 | 0.8% |
| 92.893 | 3516 | |
| 92.963 | 574 | 2.1% |
| Value | Count | Frequency (%) |
| 94.767 | 101 | 0.4% |
| 94.601 | 159 | 0.6% |
| 94.465 | 2503 | |
| 94.215 | 223 | 0.8% |
| 94.199 | 238 | 0.9% |
| 94.055 | 187 | 0.7% |
| 94.027 | 167 | 0.6% |
| 93.994 | 4371 | |
| 93.918 | 4073 | |
| 93.876 | 157 | 0.6% |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.34590578 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 26916 |
| Negative (%) | 100.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -31.4 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.699283382 |
|---|---|
| Coefficient of variation (CV) | -0.1164748514 |
| Kurtosis | -0.3895031794 |
| Mean | -40.34590578 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.254657384 |
| Sum | -1085950.4 |
| Variance | 22.08326431 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -36.4 | 4371 | |
| -36.1 | 4194 | |
| -42.7 | 4073 | |
| -46.2 | 3516 | |
| -42 | 2637 | |
| -41.8 | 2503 | |
| -47.1 | 1616 | 6.0% |
| -31.4 | 590 | 2.2% |
| -40.8 | 574 | 2.1% |
| -26.9 | 307 | 1.1% |
| Other values (16) | 2535 |
| Value | Count | Frequency (%) |
| -50.8 | 101 | 0.4% |
| -50 | 212 | 0.8% |
| -49.5 | 159 | 0.6% |
| -47.1 | 1616 | 6.0% |
| -46.2 | 3516 | |
| -45.9 | 7 | < 0.1% |
| -42.7 | 4073 | |
| -42 | 2637 | |
| -41.8 | 2503 | |
| -40.8 | 574 | 2.1% |
| Value | Count | Frequency (%) |
| -26.9 | 307 | 1.1% |
| -29.8 | 188 | 0.7% |
| -30.1 | 262 | 1.0% |
| -31.4 | 590 | 2.2% |
| -33 | 125 | 0.5% |
| -33.6 | 147 | 0.5% |
| -34.6 | 109 | 0.4% |
| -34.8 | 198 | 0.7% |
| -36.1 | 4194 | |
| -36.4 | 4371 |
| Distinct | 309 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.574311785 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.755 |
| Q1 | 1.334 |
| median | 4.857 |
| Q3 | 4.962 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.628 |
Descriptive statistics
| Standard deviation | 1.751243256 |
|---|---|
| Coefficient of variation (CV) | 0.4899525731 |
| Kurtosis | -1.468188562 |
| Mean | 3.574311785 |
| Median Absolute Deviation (MAD) | 0.109 |
| Skewness | -0.6608864608 |
| Sum | 96206.176 |
| Variance | 3.066852942 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.963 | 1777 | 6.6% |
| 4.962 | 1703 | 6.3% |
| 4.857 | 1636 | 6.1% |
| 4.961 | 1114 | 4.1% |
| 4.964 | 950 | 3.5% |
| 4.965 | 854 | 3.2% |
| 4.968 | 743 | 2.8% |
| 1.405 | 741 | 2.8% |
| 4.856 | 656 | 2.4% |
| 4.076 | 596 | 2.2% |
| Other values (299) | 16146 |
| Value | Count | Frequency (%) |
| 0.634 | 5 | < 0.1% |
| 0.635 | 26 | |
| 0.636 | 8 | < 0.1% |
| 0.637 | 2 | < 0.1% |
| 0.638 | 5 | < 0.1% |
| 0.639 | 6 | < 0.1% |
| 0.64 | 9 | < 0.1% |
| 0.642 | 19 | |
| 0.643 | 12 | |
| 0.644 | 26 |
| Value | Count | Frequency (%) |
| 5.045 | 6 | < 0.1% |
| 5 | 7 | < 0.1% |
| 4.97 | 125 | 0.5% |
| 4.968 | 743 | |
| 4.967 | 422 | 1.6% |
| 4.966 | 488 | 1.8% |
| 4.965 | 854 | |
| 4.964 | 950 | |
| 4.963 | 1777 | |
| 4.962 | 1703 |
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5165.201445 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 210.4 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5195.8 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 74.60155888 |
|---|---|
| Coefficient of variation (CV) | 0.01444310734 |
| Kurtosis | -0.1293520099 |
| Mean | 5165.201445 |
| Median Absolute Deviation (MAD) | 32.3 |
| Skewness | -1.012022388 |
| Sum | 139026562.1 |
| Variance | 5565.392588 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5228.1 | 10770 | |
| 5099.1 | 5344 | |
| 5191 | 4371 | |
| 5195.8 | 2692 | 10.0% |
| 5076.2 | 1311 | 4.9% |
| 5017.5 | 757 | 2.8% |
| 4991.6 | 577 | 2.1% |
| 4963.6 | 498 | 1.9% |
| 5008.7 | 464 | 1.7% |
| 5023.5 | 125 | 0.5% |
| Value | Count | Frequency (%) |
| 4963.6 | 498 | 1.9% |
| 4991.6 | 577 | 2.1% |
| 5008.7 | 464 | 1.7% |
| 5017.5 | 757 | 2.8% |
| 5023.5 | 125 | 0.5% |
| 5076.2 | 1311 | 4.9% |
| 5099.1 | 5344 | |
| 5176.3 | 7 | < 0.1% |
| 5191 | 4371 | |
| 5195.8 | 2692 |
| Value | Count | Frequency (%) |
| 5228.1 | 10770 | |
| 5195.8 | 2692 | 10.0% |
| 5191 | 4371 | |
| 5176.3 | 7 | < 0.1% |
| 5099.1 | 5344 | |
| 5076.2 | 1311 | 4.9% |
| 5023.5 | 125 | 0.5% |
| 5017.5 | 757 | 2.8% |
| 5008.7 | 464 | 1.7% |
| 4991.6 | 577 | 2.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| education | age | job | marital | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | subcribed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | high.school | 57 | services | married | unknown | no | no | telephone | may | mon | 149 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 1 | high.school | 37 | services | married | no | yes | no | telephone | may | mon | 226 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 2 | high.school | 56 | services | married | no | no | yes | telephone | may | mon | 307 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 3 | professional.course | 59 | admin. | married | no | no | no | telephone | may | mon | 139 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 4 | professional.course | 24 | technician | single | no | yes | no | telephone | may | mon | 380 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 5 | high.school | 25 | services | single | no | yes | no | telephone | may | mon | 50 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 6 | high.school | 25 | services | single | no | yes | no | telephone | may | mon | 222 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 7 | high.school | 29 | blue-collar | single | no | no | yes | telephone | may | mon | 137 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 8 | high.school | 30 | unemployed | married | no | no | no | telephone | may | mon | 38 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
| 9 | high.school | 55 | retired | single | no | yes | no | telephone | may | mon | 342 | 1 | 999 | 0 | nonexistent | 1.1 | 93.994 | -36.4 | 4.857 | 5191.0 | no |
Last rows
| education | age | job | marital | default | housing | loan | contact | month | day_of_week | duration | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | subcribed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26906 | professional.course | 57 | retired | married | no | yes | no | cellular | nov | thu | 124 | 6 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | no |
| 26907 | university.degree | 62 | retired | married | no | no | no | cellular | nov | thu | 483 | 2 | 6 | 3 | success | -1.1 | 94.767 | -50.8 | 1.031 | 4963.6 | yes |
| 26908 | professional.course | 64 | retired | divorced | no | yes | no | cellular | nov | fri | 151 | 3 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 26909 | university.degree | 36 | admin. | married | no | no | no | cellular | nov | fri | 254 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 26910 | university.degree | 37 | admin. | married | no | yes | no | cellular | nov | fri | 281 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 26911 | professional.course | 73 | retired | married | no | yes | no | cellular | nov | fri | 334 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 26912 | professional.course | 46 | blue-collar | married | no | no | no | cellular | nov | fri | 383 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 26913 | university.degree | 56 | retired | married | no | yes | no | cellular | nov | fri | 189 | 2 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |
| 26914 | professional.course | 44 | technician | married | no | no | no | cellular | nov | fri | 442 | 1 | 999 | 0 | nonexistent | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | yes |
| 26915 | professional.course | 74 | retired | married | no | yes | no | cellular | nov | fri | 239 | 3 | 999 | 1 | failure | -1.1 | 94.767 | -50.8 | 1.028 | 4963.6 | no |